{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import talib\n",
    "import sys\n",
    "sys.path.append(\"..\")\n",
    "\n",
    "import pandas as pd\n",
    "import common.InfluxDBClientHelper as influxdbhelper\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "influx = influxdbhelper.influxdbHelper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-02 00:00:00+00:00</th>\n",
       "      <td>28543.52</td>\n",
       "      <td>28542.66</td>\n",
       "      <td>28245.97</td>\n",
       "      <td>28249.37</td>\n",
       "      <td>28189.75</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.087495e+10</td>\n",
       "      <td>90874945129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03 00:00:00+00:00</th>\n",
       "      <td>28451.50</td>\n",
       "      <td>28883.30</td>\n",
       "      <td>28428.17</td>\n",
       "      <td>28828.36</td>\n",
       "      <td>28543.52</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.788683e+10</td>\n",
       "      <td>97886830894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06 00:00:00+00:00</th>\n",
       "      <td>28226.19</td>\n",
       "      <td>28367.87</td>\n",
       "      <td>28054.29</td>\n",
       "      <td>28326.50</td>\n",
       "      <td>28451.50</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.160570e+10</td>\n",
       "      <td>91605700189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07 00:00:00+00:00</th>\n",
       "      <td>28322.06</td>\n",
       "      <td>28473.08</td>\n",
       "      <td>28264.07</td>\n",
       "      <td>28352.68</td>\n",
       "      <td>28226.19</td>\n",
       "      <td>HSI</td>\n",
       "      <td>8.641908e+10</td>\n",
       "      <td>86419084623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-08 00:00:00+00:00</th>\n",
       "      <td>28087.92</td>\n",
       "      <td>28198.61</td>\n",
       "      <td>27857.73</td>\n",
       "      <td>27999.58</td>\n",
       "      <td>28322.06</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.655395e+10</td>\n",
       "      <td>96553949792</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              close      high       low      open  preclose  \\\n",
       "time                                                                          \n",
       "2020-01-02 00:00:00+00:00  28543.52  28542.66  28245.97  28249.37  28189.75   \n",
       "2020-01-03 00:00:00+00:00  28451.50  28883.30  28428.17  28828.36  28543.52   \n",
       "2020-01-06 00:00:00+00:00  28226.19  28367.87  28054.29  28326.50  28451.50   \n",
       "2020-01-07 00:00:00+00:00  28322.06  28473.08  28264.07  28352.68  28226.19   \n",
       "2020-01-08 00:00:00+00:00  28087.92  28198.61  27857.73  27999.58  28322.06   \n",
       "\n",
       "                          symbol         value          vol  \n",
       "time                                                         \n",
       "2020-01-02 00:00:00+00:00    HSI  9.087495e+10  90874945129  \n",
       "2020-01-03 00:00:00+00:00    HSI  9.788683e+10  97886830894  \n",
       "2020-01-06 00:00:00+00:00    HSI  9.160570e+10  91605700189  \n",
       "2020-01-07 00:00:00+00:00    HSI  8.641908e+10  86419084623  \n",
       "2020-01-08 00:00:00+00:00    HSI  9.655395e+10  96553949792  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hsi = influx.get_klines(\"select * from KlineDay where symbol = 'HSI' and time > '2020-01-01 00:00:00'\", 'KlineIndex')\n",
    "#df_hsi = df_hsi.set_index('time')\n",
    "df_hsi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "talib.RS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfclose = pd.DataFrame()\n",
    "dfclose['close'] = df_hsi.close\n",
    "dfclose['sma5']  = talib.SMA(df_hsi.close, 5)\n",
    "dfclose['sma15']  = talib.SMA(df_hsi.close, 15)\n",
    "dfclose['sma30']  = talib.SMA(df_hsi.close, 30)\n",
    "dfclose['sma60']  = talib.SMA(df_hsi.close, 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2270594a4f0>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfclose.plot(figsize=(20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from talib import MA_Type\n",
    "\n",
    "upper, middle, lower = talib.BBANDS(dfclose['close'], matype=MA_Type.T3)\n",
    "df_out = talib.MOM(dfclose.close.values, timeperiod=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>upper</th>\n",
       "      <th>middle</th>\n",
       "      <th>lower</th>\n",
       "      <th>close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-02-07 00:00:00+00:00</th>\n",
       "      <td>27511.318500</td>\n",
       "      <td>26685.475781</td>\n",
       "      <td>25859.633062</td>\n",
       "      <td>27279.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-10 00:00:00+00:00</th>\n",
       "      <td>27454.091504</td>\n",
       "      <td>26831.228185</td>\n",
       "      <td>26208.364866</td>\n",
       "      <td>27241.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-11 00:00:00+00:00</th>\n",
       "      <td>27558.311396</td>\n",
       "      <td>27004.946371</td>\n",
       "      <td>26451.581346</td>\n",
       "      <td>27583.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-12 00:00:00+00:00</th>\n",
       "      <td>27632.849136</td>\n",
       "      <td>27207.436228</td>\n",
       "      <td>26782.023321</td>\n",
       "      <td>27823.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-13 00:00:00+00:00</th>\n",
       "      <td>27865.243550</td>\n",
       "      <td>27395.949692</td>\n",
       "      <td>26926.655834</td>\n",
       "      <td>27730.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-26 00:00:00+00:00</th>\n",
       "      <td>24947.589015</td>\n",
       "      <td>24652.769977</td>\n",
       "      <td>24357.950938</td>\n",
       "      <td>24549.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-29 00:00:00+00:00</th>\n",
       "      <td>25061.037100</td>\n",
       "      <td>24635.367427</td>\n",
       "      <td>24209.697754</td>\n",
       "      <td>24301.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-30 00:00:00+00:00</th>\n",
       "      <td>25036.421839</td>\n",
       "      <td>24590.270032</td>\n",
       "      <td>24144.118225</td>\n",
       "      <td>24427.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-02 00:00:00+00:00</th>\n",
       "      <td>25202.836173</td>\n",
       "      <td>24621.419800</td>\n",
       "      <td>24040.003427</td>\n",
       "      <td>25124.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-03 00:00:00+00:00</th>\n",
       "      <td>25579.392949</td>\n",
       "      <td>24743.343282</td>\n",
       "      <td>23907.293616</td>\n",
       "      <td>25373.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  upper        middle         lower     close\n",
       "time                                                                         \n",
       "2020-02-07 00:00:00+00:00  27511.318500  26685.475781  25859.633062  27279.31\n",
       "2020-02-10 00:00:00+00:00  27454.091504  26831.228185  26208.364866  27241.34\n",
       "2020-02-11 00:00:00+00:00  27558.311396  27004.946371  26451.581346  27583.88\n",
       "2020-02-12 00:00:00+00:00  27632.849136  27207.436228  26782.023321  27823.66\n",
       "2020-02-13 00:00:00+00:00  27865.243550  27395.949692  26926.655834  27730.00\n",
       "...                                 ...           ...           ...       ...\n",
       "2020-06-26 00:00:00+00:00  24947.589015  24652.769977  24357.950938  24549.99\n",
       "2020-06-29 00:00:00+00:00  25061.037100  24635.367427  24209.697754  24301.28\n",
       "2020-06-30 00:00:00+00:00  25036.421839  24590.270032  24144.118225  24427.19\n",
       "2020-07-02 00:00:00+00:00  25202.836173  24621.419800  24040.003427  25124.19\n",
       "2020-07-03 00:00:00+00:00  25579.392949  24743.343282  23907.293616  25373.12\n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_brand = pd.DataFrame(columns=['upper','middle','lower'])\n",
    "df_brand['close'] = dfclose.close\n",
    "df_brand['upper'] = upper\n",
    "df_brand['middle'] =middle\n",
    "df_brand['lower'] = lower\n",
    "df_brand = df_brand.dropna()                         \n",
    "df_brand.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 10))\n",
    "plt.grid()\n",
    "fig = plt.plot(df_brand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x227058550a0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_brand.plot(figsize=(18,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([    nan,     nan,     nan, ..., -116.42, -859.75, -780.48])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time\n",
       "1989-01-02 00:00:00+00:00             NaN\n",
       "1989-01-03 00:00:00+00:00             NaN\n",
       "1989-01-04 00:00:00+00:00             NaN\n",
       "1989-01-05 00:00:00+00:00             NaN\n",
       "1989-01-06 00:00:00+00:00             NaN\n",
       "                                 ...     \n",
       "2021-08-12 00:00:00+00:00    26989.155667\n",
       "2021-08-13 00:00:00+00:00    26925.195667\n",
       "2021-08-16 00:00:00+00:00    26859.311667\n",
       "2021-08-17 00:00:00+00:00    26781.745333\n",
       "2021-08-18 00:00:00+00:00    26712.380667\n",
       "Length: 7969, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "close = talib.SMA(df_hsi.close)\n",
    "close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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